{"id":"W2058345093","doi":"10.1016/j.jcf.2013.07.006","title":"Pulmonary exacerbations in CF patients with early lung disease","year":2013,"lang":"en","type":"article","venue":"Journal of Cystic Fibrosis","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto; McGill University","funders":"","keywords":"Medicine; Cystic fibrosis; Exacerbation; Azithromycin; Lung function; Lung; Pulmonary function testing; Internal medicine; Lung disease; Disease; Interstitial lung disease; Gastroenterology; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001646601,0.0001624654,0.0003669045,0.0003856395,0.00005488185,0.00006109177,0.0001522531,0.00004464444,0.0004306095],"category_scores_gemma":[0.0008352059,0.0001126596,0.0001049312,0.0004497426,0.0001068047,0.0006484659,0.00004081288,0.0003355242,0.00005177427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002145261,"about_ca_system_score_gemma":0.000246172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006369526,"about_ca_topic_score_gemma":0.000002909997,"domain_scores_codex":[0.9979568,0.00006822783,0.0005578407,0.0001660711,0.0009046691,0.0003463581],"domain_scores_gemma":[0.9980156,0.0003328154,0.0002398711,0.0002449183,0.0006275806,0.0005392188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00212189,0.0006688374,0.9850681,0.0002720704,0.00007119943,0.0001754062,0.0001258532,0.0002059262,0.003938141,0.00002724367,0.001897265,0.005428077],"study_design_scores_gemma":[0.002008718,0.0007761812,0.9939845,0.0009599964,0.00009856706,0.00004368327,0.00005104332,0.001125695,0.00007952041,0.0002866921,0.0004642708,0.000121185],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960176,0.0008304928,0.001173094,0.0008136019,0.0000940727,0.0005635588,0.00001933667,0.0000132191,0.000475017],"genre_scores_gemma":[0.9875237,0.00001932514,0.01190293,0.00005698857,0.000110297,0.00002896104,0.00001187909,0.00002865278,0.0003172173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01072984,"threshold_uncertainty_score":0.4714872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005505032032686174,"score_gpt":0.2474989134907321,"score_spread":0.2419938814580459,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}